{"id":"W4400349352","doi":"10.4000/11yc8","title":"Introduction","year":2024,"lang":"en","type":"article","venue":"Questes","topic":"Contemporary art, education, critique","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007795386,0.00003490087,0.00003633508,0.00004728169,0.0001525617,0.0001429605,0.00006475782,0.00002979717,0.0008292993],"category_scores_gemma":[0.0001326664,0.00003557087,0.00002077533,0.0001695921,0.00007598932,0.001070677,0.000004518305,0.00005640139,0.0004130101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004760188,"about_ca_system_score_gemma":0.0002488523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001028527,"about_ca_topic_score_gemma":0.0007039746,"domain_scores_codex":[0.9994085,0.0001930155,0.00007067776,0.0001311747,0.00009948627,0.00009718173],"domain_scores_gemma":[0.9997514,0.00007579195,0.000008256597,0.00008344976,0.00004088371,0.00004021893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[5.970224e-7,0.000009654338,0.0006558345,0.00001015666,0.00000348769,0.000001475603,0.01106079,2.401112e-7,0.0001063365,0.5942709,0.3884091,0.005471407],"study_design_scores_gemma":[0.000008415761,0.000007259376,0.0003356235,0.00001439213,0.000002858232,8.85407e-7,0.002808429,0.000007431637,0.0002532118,0.05593906,0.9405766,0.00004588708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02932397,0.002872464,0.0002409887,0.7622055,0.00457868,0.0001845975,0.000002122656,0.0006892579,0.1999024],"genre_scores_gemma":[0.6572355,0.0003840562,0.0003579533,0.0001265496,0.006540104,0.00001671993,0.000007103084,0.000008827004,0.3353232],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.762079,"threshold_uncertainty_score":0.9080245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01858263275795864,"score_gpt":0.3334918885162885,"score_spread":0.3149092557583299,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}